Awesome image retrieval papers

Papers

Local Feature Based

1. Object retrieval with large vocabularies and fast spatial matching
2. Improving the Fisher Kernel for Large-Scale Image Classification
3. Visual Categorization with Bags of Keypoints
4. ORB: an efficient alternative to SIFT or SURF
5. Object Recognition from Local Scale-Invariant Features

Deep Learning Feature Based

1. Deep Image Retrieval:Learning Global Representations for Image earch
2. Bags of Local Convolutional Features for Scalable Instance Search
3. Faster R-CNN Features for Instance Search

Plan to read

1. Visual Search at Pinterest
2. VisualRank: Applying PageRank to Large-Scale Image Search

Tutorials

1. Recent Image Search Techniques
2. Compact Features for Visual Search

Awesome multiclass classification

papers

1. Loss Functions for Top-k Error: Analysis and Insights and Top-k Multiclass SVM, code

Tutorials

1. Linear Classification, 中文版, demo

Logo Detection and Classification

Papers

1. LOGO-Net: Large-scale Deep Logo Detection and Brand Recognition with Deep Region-based Convolutional Networks

Object Detection and Recognition

Papers

1. SSD: Single Shot MultiBox Detector code

Video Classification

Papers

1. Large-scale Video Classification with Convolutional Neural Networks
2. Learning Spatiotemporal Features With 3D Convolutional Networks, code, doc, project